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<a href="mma__complex__tensor__op_8h.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno">    1</span>&#160;<span class="comment">/***************************************************************************************************</span></div><div class="line"><a name="l00002"></a><span class="lineno">    2</span>&#160;<span class="comment"> * Copyright (c) 2017-2019, NVIDIA CORPORATION.  All rights reserved.</span></div><div class="line"><a name="l00003"></a><span class="lineno">    3</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00004"></a><span class="lineno">    4</span>&#160;<span class="comment"> * Redistribution and use in source and binary forms, with or without modification, are permitted</span></div><div class="line"><a name="l00005"></a><span class="lineno">    5</span>&#160;<span class="comment"> * provided that the following conditions are met:</span></div><div class="line"><a name="l00006"></a><span class="lineno">    6</span>&#160;<span class="comment"> *     * Redistributions of source code must retain the above copyright notice, this list of</span></div><div class="line"><a name="l00007"></a><span class="lineno">    7</span>&#160;<span class="comment"> *       conditions and the following disclaimer.</span></div><div class="line"><a name="l00008"></a><span class="lineno">    8</span>&#160;<span class="comment"> *     * Redistributions in binary form must reproduce the above copyright notice, this list of</span></div><div class="line"><a name="l00009"></a><span class="lineno">    9</span>&#160;<span class="comment"> *       conditions and the following disclaimer in the documentation and/or other materials</span></div><div class="line"><a name="l00010"></a><span class="lineno">   10</span>&#160;<span class="comment"> *       provided with the distribution.</span></div><div class="line"><a name="l00011"></a><span class="lineno">   11</span>&#160;<span class="comment"> *     * Neither the name of the NVIDIA CORPORATION nor the names of its contributors may be used</span></div><div class="line"><a name="l00012"></a><span class="lineno">   12</span>&#160;<span class="comment"> *       to endorse or promote products derived from this software without specific prior written</span></div><div class="line"><a name="l00013"></a><span class="lineno">   13</span>&#160;<span class="comment"> *       permission.</span></div><div class="line"><a name="l00014"></a><span class="lineno">   14</span>&#160;<span class="comment"> *</span></div><div class="line"><a name="l00015"></a><span class="lineno">   15</span>&#160;<span class="comment"> * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS &quot;AS IS&quot; AND ANY EXPRESS OR</span></div><div class="line"><a name="l00016"></a><span class="lineno">   16</span>&#160;<span class="comment"> * IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND</span></div><div class="line"><a name="l00017"></a><span class="lineno">   17</span>&#160;<span class="comment"> * FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL NVIDIA CORPORATION BE LIABLE</span></div><div class="line"><a name="l00018"></a><span class="lineno">   18</span>&#160;<span class="comment"> * FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING,</span></div><div class="line"><a name="l00019"></a><span class="lineno">   19</span>&#160;<span class="comment"> * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS;</span></div><div class="line"><a name="l00020"></a><span class="lineno">   20</span>&#160;<span class="comment"> * OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT,</span></div><div class="line"><a name="l00021"></a><span class="lineno">   21</span>&#160;<span class="comment"> * STRICT LIABILITY, OR TOR (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE</span></div><div class="line"><a name="l00022"></a><span class="lineno">   22</span>&#160;<span class="comment"> 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class="preprocessor">#include &quot;<a class="code" href="array_8h.html">cutlass/array.h</a>&quot;</span></div><div class="line"><a name="l00035"></a><span class="lineno">   35</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="complex_8h.html">cutlass/complex.h</a>&quot;</span></div><div class="line"><a name="l00036"></a><span class="lineno">   36</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="numeric__types_8h.html">cutlass/numeric_types.h</a>&quot;</span></div><div class="line"><a name="l00037"></a><span class="lineno">   37</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="matrix__shape_8h.html">cutlass/matrix_shape.h</a>&quot;</span></div><div class="line"><a name="l00038"></a><span class="lineno">   38</span>&#160;</div><div class="line"><a name="l00039"></a><span class="lineno">   39</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="memory__sm75_8h.html">cutlass/arch/memory_sm75.h</a>&quot;</span></div><div class="line"><a name="l00040"></a><span class="lineno">   40</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="mma__sm75_8h.html">cutlass/arch/mma_sm75.h</a>&quot;</span></div><div class="line"><a name="l00041"></a><span class="lineno">   41</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="include_2cutlass_2gemm_2gemm_8h.html">cutlass/gemm/gemm.h</a>&quot;</span></div><div class="line"><a name="l00042"></a><span class="lineno">   42</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="gemm_2warp_2mma_8h.html">cutlass/gemm/warp/mma.h</a>&quot;</span></div><div class="line"><a name="l00043"></a><span class="lineno">   43</span>&#160;</div><div class="line"><a name="l00044"></a><span class="lineno">   44</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="mma__tensor__op__policy_8h.html">cutlass/gemm/warp/mma_tensor_op_policy.h</a>&quot;</span></div><div class="line"><a name="l00045"></a><span class="lineno">   45</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="mma__tensor__op_8h.html">cutlass/gemm/warp/mma_tensor_op.h</a>&quot;</span></div><div class="line"><a name="l00046"></a><span class="lineno">   46</span>&#160;</div><div class="line"><a name="l00047"></a><span class="lineno">   47</span>&#160;<span class="preprocessor">#include &quot;<a class="code" href="mma__tensor__op__tile__iterator_8h.html">cutlass/gemm/warp/mma_tensor_op_tile_iterator.h</a>&quot;</span></div><div class="line"><a name="l00049"></a><span class="lineno">   49</span>&#160;</div><div class="line"><a name="l00050"></a><span class="lineno">   50</span>&#160;<span class="keyword">namespace </span><a class="code" href="namespacecutlass.html">cutlass</a> {</div><div class="line"><a name="l00051"></a><span class="lineno">   51</span>&#160;<span class="keyword">namespace </span>gemm {</div><div class="line"><a name="l00052"></a><span class="lineno">   52</span>&#160;<span class="keyword">namespace </span>warp {</div><div class="line"><a name="l00053"></a><span class="lineno">   53</span>&#160;</div><div class="line"><a name="l00055"></a><span class="lineno">   55</span>&#160;</div><div class="line"><a name="l00056"></a><span class="lineno">   56</span>&#160;<span class="keyword">template</span> &lt;</div><div class="line"><a name="l00058"></a><span class="lineno">   58</span>&#160;  <span class="keyword">typename</span> Shape_,</div><div class="line"><a name="l00060"></a><span class="lineno">   60</span>&#160;  <span class="keyword">typename</span> RealElementA,</div><div class="line"><a name="l00062"></a><span class="lineno">   62</span>&#160;  <span class="keyword">typename</span> LayoutA_,</div><div class="line"><a name="l00064"></a><span class="lineno">   64</span>&#160;  <span class="keyword">typename</span> RealElementB,</div><div class="line"><a name="l00066"></a><span class="lineno">   66</span>&#160;  <span class="keyword">typename</span> LayoutB_,</div><div class="line"><a name="l00068"></a><span class="lineno">   68</span>&#160;  <span class="keyword">typename</span> RealElementC,</div><div class="line"><a name="l00070"></a><span class="lineno">   70</span>&#160;  <span class="keyword">typename</span> LayoutC_,</div><div class="line"><a name="l00072"></a><span class="lineno">   72</span>&#160;  <span class="keyword">typename</span> Policy_,</div><div class="line"><a name="l00074"></a><span class="lineno">   74</span>&#160;  <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">ComplexTransform</a> TransformA = <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea35c3ace1970663a16e5c65baa5941b13">ComplexTransform::kNone</a>,</div><div class="line"><a name="l00076"></a><span class="lineno">   76</span>&#160;  <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">ComplexTransform</a> TransformB = <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea35c3ace1970663a16e5c65baa5941b13">ComplexTransform::kNone</a>,</div><div class="line"><a name="l00078"></a><span class="lineno">   78</span>&#160;  <span class="keyword">typename</span> Enable = <span class="keywordtype">bool</span></div><div class="line"><a name="l00079"></a><span class="lineno">   79</span>&#160;&gt;</div><div class="line"><a name="l00080"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp.html">   80</a></span>&#160;<span class="keyword">class </span><a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp.html">MmaComplexTensorOp</a>;</div><div class="line"><a name="l00081"></a><span class="lineno">   81</span>&#160;</div><div class="line"><a name="l00083"></a><span class="lineno">   83</span>&#160;</div><div class="line"><a name="l00085"></a><span class="lineno">   85</span>&#160;<span class="keyword">template</span> &lt;</div><div class="line"><a name="l00087"></a><span class="lineno">   87</span>&#160;  <span class="keyword">typename</span> Shape_,</div><div class="line"><a name="l00089"></a><span class="lineno">   89</span>&#160;  <span class="keyword">typename</span> RealElementA,</div><div class="line"><a name="l00091"></a><span class="lineno">   91</span>&#160;  <span class="keyword">typename</span> LayoutA_,</div><div class="line"><a name="l00093"></a><span class="lineno">   93</span>&#160;  <span class="keyword">typename</span> RealElementB,</div><div class="line"><a name="l00095"></a><span class="lineno">   95</span>&#160;  <span class="keyword">typename</span> LayoutB_,</div><div class="line"><a name="l00097"></a><span class="lineno">   97</span>&#160;  <span class="keyword">typename</span> RealElementC,</div><div class="line"><a name="l00099"></a><span class="lineno">   99</span>&#160;  <span class="keyword">typename</span> LayoutC_,</div><div class="line"><a name="l00101"></a><span class="lineno">  101</span>&#160;  <span class="keyword">typename</span> Policy_,</div><div class="line"><a name="l00103"></a><span class="lineno">  103</span>&#160;  <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">ComplexTransform</a> TransformA,</div><div class="line"><a name="l00105"></a><span class="lineno">  105</span>&#160;  <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">ComplexTransform</a> TransformB,</div><div class="line"><a name="l00107"></a><span class="lineno">  107</span>&#160;  <span class="keyword">typename</span> Enable</div><div class="line"><a name="l00108"></a><span class="lineno">  108</span>&#160;&gt;</div><div class="line"><a name="l00109"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html">  109</a></span>&#160;<span class="keyword">class </span><a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp.html">MmaComplexTensorOp</a>&lt;</div><div class="line"><a name="l00110"></a><span class="lineno">  110</span>&#160;  Shape_, </div><div class="line"><a name="l00111"></a><span class="lineno">  111</span>&#160;  <a class="code" href="classcutlass_1_1complex.html">complex</a>&lt;RealElementA&gt;, </div><div class="line"><a name="l00112"></a><span class="lineno">  112</span>&#160;  LayoutA_, </div><div class="line"><a name="l00113"></a><span class="lineno">  113</span>&#160;  <a class="code" href="classcutlass_1_1complex.html">complex</a>&lt;RealElementB&gt;,</div><div class="line"><a name="l00114"></a><span class="lineno">  114</span>&#160;  LayoutB_,</div><div class="line"><a name="l00115"></a><span class="lineno">  115</span>&#160;  <a class="code" href="classcutlass_1_1complex.html">complex</a>&lt;RealElementC&gt;,</div><div class="line"><a name="l00116"></a><span class="lineno">  116</span>&#160;  LayoutC_,</div><div class="line"><a name="l00117"></a><span class="lineno">  117</span>&#160;  Policy_,</div><div class="line"><a name="l00118"></a><span class="lineno">  118</span>&#160;  TransformA,</div><div class="line"><a name="l00119"></a><span class="lineno">  119</span>&#160;  TransformB,</div><div class="line"><a name="l00120"></a><span class="lineno">  120</span>&#160;  Enable&gt;  {</div><div class="line"><a name="l00121"></a><span class="lineno">  121</span>&#160;<span class="keyword">public</span>:</div><div class="line"><a name="l00123"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a6833eff684c45670ba3e330dbcd7bc20">  123</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a6833eff684c45670ba3e330dbcd7bc20">Shape</a> = Shape_;</div><div class="line"><a name="l00124"></a><span class="lineno">  124</span>&#160;</div><div class="line"><a name="l00126"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a5d28e134ad64700015efd0a3d23e4e62">  126</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1complex.html">ElementA</a> = <a class="code" href="classcutlass_1_1complex.html">complex&lt;RealElementA&gt;</a>;</div><div class="line"><a name="l00127"></a><span class="lineno">  127</span>&#160;</div><div class="line"><a name="l00129"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#af47012d8fd28d82558d2ea39c1bba8f2">  129</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#af47012d8fd28d82558d2ea39c1bba8f2">LayoutA</a> = LayoutA_;</div><div class="line"><a name="l00130"></a><span class="lineno">  130</span>&#160;</div><div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#aa1e1b0197fb09a0b858e19c611727a74">  132</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1complex.html">ElementB</a> = <a class="code" href="classcutlass_1_1complex.html">complex&lt;RealElementB&gt;</a>;</div><div class="line"><a name="l00133"></a><span class="lineno">  133</span>&#160;</div><div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a7f2b34a8389659ce02fbeeae5a4fc8c3">  135</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a7f2b34a8389659ce02fbeeae5a4fc8c3">LayoutB</a> = LayoutB_;</div><div class="line"><a name="l00136"></a><span class="lineno">  136</span>&#160;</div><div class="line"><a name="l00138"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a8857a7a5f898ec114fbe72a27dc9df61">  138</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1complex.html">ElementC</a> = <a class="code" href="classcutlass_1_1complex.html">complex&lt;RealElementC&gt;</a>;</div><div class="line"><a name="l00139"></a><span class="lineno">  139</span>&#160;</div><div class="line"><a name="l00141"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#acf4d11de96716652758b60ba06d641cc">  141</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#acf4d11de96716652758b60ba06d641cc">LayoutC</a> = LayoutC_;</div><div class="line"><a name="l00142"></a><span class="lineno">  142</span>&#160;</div><div class="line"><a name="l00144"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#ad3452123ebc1b384b4eef4b6823a10d8">  144</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#ad3452123ebc1b384b4eef4b6823a10d8">Policy</a> = Policy_;</div><div class="line"><a name="l00145"></a><span class="lineno">  145</span>&#160;</div><div class="line"><a name="l00147"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a4609afc5d188db147aed72b6ffaff7cf">  147</a></span>&#160;  <span class="keyword">static</span> <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">ComplexTransform</a> <span class="keyword">const</span> kTransformA = TransformA;</div><div class="line"><a name="l00148"></a><span class="lineno">  148</span>&#160;</div><div class="line"><a name="l00150"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#abf449b3aef0c8ec33f15fecbce4cd691">  150</a></span>&#160;  <span class="keyword">static</span> <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">ComplexTransform</a> <span class="keyword">const</span> kTransformB = TransformB;</div><div class="line"><a name="l00151"></a><span class="lineno">  151</span>&#160;</div><div class="line"><a name="l00153"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a132f2dc938c51cfc8aaec2c0fefd7be1">  153</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a132f2dc938c51cfc8aaec2c0fefd7be1">OperatorClass</a> = arch::OpClassTensorOp;</div><div class="line"><a name="l00154"></a><span class="lineno">  154</span>&#160;</div><div class="line"><a name="l00156"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a3c6b8cbbbbd6c7c79da2c81ef8bc19f1">  156</a></span>&#160;  <span class="keyword">static</span> <span class="keywordtype">int</span> <span class="keyword">const</span> kThreadCount = 32;</div><div class="line"><a name="l00157"></a><span class="lineno">  157</span>&#160;</div><div class="line"><a name="l00158"></a><span class="lineno">  158</span>&#160;<span class="keyword">public</span>:</div><div class="line"><a name="l00159"></a><span class="lineno">  159</span>&#160;</div><div class="line"><a name="l00161"></a><span class="lineno">  161</span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpMultiplicandTileIterator.html">IteratorA</a> = <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpMultiplicandTileIterator.html">MmaTensorOpMultiplicandTileIterator</a>&lt;</div><div class="line"><a name="l00162"></a><span class="lineno">  162</span>&#160;    <a class="code" href="structcutlass_1_1MatrixShape.html">MatrixShape&lt;Shape::kM, Shape::kK&gt;</a>,</div><div class="line"><a name="l00163"></a><span class="lineno">  163</span>&#160;    <a class="code" href="namespacecutlass_1_1gemm.html#a34338284023da7403c9ecbd3f406b2a6a30f767aa191cd5d261e767fd78393607">Operand::kA</a>,</div><div class="line"><a name="l00164"></a><span class="lineno">  164</span>&#160;    <a class="code" href="classcutlass_1_1complex.html">ElementA</a>,</div><div class="line"><a name="l00165"></a><span class="lineno">  165</span>&#160;    <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#af47012d8fd28d82558d2ea39c1bba8f2">LayoutA</a>,</div><div class="line"><a name="l00166"></a><span class="lineno">  166</span>&#160;    <a class="code" href="structcutlass_1_1MatrixShape.html">MatrixShape&lt;Policy::Operator::Shape::kM, Policy::Operator::Shape::kK&gt;</a>,</div><div class="line"><a name="l00167"></a><span class="lineno">  167</span>&#160;    Policy::OpDelta::kRow,</div><div class="line"><a name="l00168"></a><span class="lineno">  168</span>&#160;    32,</div><div class="line"><a name="l00169"></a><span class="lineno">  169</span>&#160;    1</div><div class="line"><a name="l00170"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#af9f720bfdb70b44963b60afd41e6a4ed">  170</a></span>&#160;  &gt;;</div><div class="line"><a name="l00171"></a><span class="lineno">  171</span>&#160;</div><div class="line"><a name="l00173"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a29b3db60b4c7fa4d269e76dc2a6c6732">  173</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a29b3db60b4c7fa4d269e76dc2a6c6732">FragmentA</a> = <span class="keyword">typename</span> IteratorA::Fragment;</div><div class="line"><a name="l00174"></a><span class="lineno">  174</span>&#160;</div><div class="line"><a name="l00176"></a><span class="lineno">  176</span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpMultiplicandTileIterator.html">IteratorB</a> = <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpMultiplicandTileIterator.html">MmaTensorOpMultiplicandTileIterator</a>&lt;</div><div class="line"><a name="l00177"></a><span class="lineno">  177</span>&#160;    <a class="code" href="structcutlass_1_1MatrixShape.html">MatrixShape&lt;Shape::kK, Shape::kN&gt;</a>,</div><div class="line"><a name="l00178"></a><span class="lineno">  178</span>&#160;    <a class="code" href="namespacecutlass_1_1gemm.html#a34338284023da7403c9ecbd3f406b2a6a3e56c011b37f0bc78fb9eb175c1181c6">Operand::kB</a>,</div><div class="line"><a name="l00179"></a><span class="lineno">  179</span>&#160;    <a class="code" href="classcutlass_1_1complex.html">ElementB</a>,</div><div class="line"><a name="l00180"></a><span class="lineno">  180</span>&#160;    <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a7f2b34a8389659ce02fbeeae5a4fc8c3">LayoutB</a>,</div><div class="line"><a name="l00181"></a><span class="lineno">  181</span>&#160;    <a class="code" href="structcutlass_1_1MatrixShape.html">MatrixShape&lt;Policy::Operator::Shape::kK, Policy::Operator::Shape::kN&gt;</a>,</div><div class="line"><a name="l00182"></a><span class="lineno">  182</span>&#160;    Policy::OpDelta::kColumn,</div><div class="line"><a name="l00183"></a><span class="lineno">  183</span>&#160;    32,</div><div class="line"><a name="l00184"></a><span class="lineno">  184</span>&#160;    1</div><div class="line"><a name="l00185"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#afca74199eea6e5eaaf791202684b5245">  185</a></span>&#160;  &gt;;</div><div class="line"><a name="l00186"></a><span class="lineno">  186</span>&#160;</div><div class="line"><a name="l00188"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a71e50c4aa4dad62ba4cea49c92d377c3">  188</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a71e50c4aa4dad62ba4cea49c92d377c3">FragmentB</a> = <span class="keyword">typename</span> IteratorB::Fragment;</div><div class="line"><a name="l00189"></a><span class="lineno">  189</span>&#160;</div><div class="line"><a name="l00190"></a><span class="lineno">  190</span>&#160;</div><div class="line"><a name="l00191"></a><span class="lineno">  191</span>&#160;  <a class="code" href="platform_8h.html#adde4c9ea91b753491851361a4198c009">static_assert</a>(</div><div class="line"><a name="l00192"></a><span class="lineno">  192</span>&#160;    !(Shape::kM % Policy::Operator::Shape::kM) &amp;&amp; </div><div class="line"><a name="l00193"></a><span class="lineno">  193</span>&#160;    !(Shape::kN % Policy::Operator::Shape::kN),</div><div class="line"><a name="l00194"></a><span class="lineno">  194</span>&#160;    <span class="stringliteral">&quot;Shape of warp-level Mma must be divisible by operator shape.&quot;</span>);</div><div class="line"><a name="l00195"></a><span class="lineno">  195</span>&#160;</div><div class="line"><a name="l00197"></a><span class="lineno">  197</span>&#160;  <span class="keyword">using</span> <a class="code" href="structcutlass_1_1MatrixShape.html">MmaIterations</a> = <a 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href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpAccumulatorTileIterator.html">MmaTensorOpAccumulatorTileIterator</a>&lt;</div><div class="line"><a name="l00204"></a><span class="lineno">  204</span>&#160;     <a class="code" href="structcutlass_1_1MatrixShape.html">MatrixShape&lt;Shape::kM, Shape::kN&gt;</a>, </div><div class="line"><a name="l00205"></a><span class="lineno">  205</span>&#160;     <a class="code" href="classcutlass_1_1complex.html">ElementC</a>, </div><div class="line"><a name="l00206"></a><span class="lineno">  206</span>&#160;     <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#acf4d11de96716652758b60ba06d641cc">LayoutC</a>,</div><div class="line"><a name="l00207"></a><span class="lineno">  207</span>&#160;     <span class="keyword">typename</span> Policy::Operator::Shape, </div><div class="line"><a name="l00208"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a91ed53ba48c21c9b8898eeef378e4a33">  208</a></span>&#160;     <span class="keyword">typename</span> Policy::OpDelta&gt;;</div><div class="line"><a name="l00209"></a><span class="lineno">  209</span>&#160;</div><div class="line"><a name="l00214"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a39f05934bf2f0201344b464449248f4c">  214</a></span>&#160;  <span class="keyword">using</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a39f05934bf2f0201344b464449248f4c">FragmentC</a> = <span class="keyword">typename</span> IteratorC::Fragment;</div><div class="line"><a name="l00215"></a><span class="lineno">  215</span>&#160;</div><div class="line"><a name="l00216"></a><span class="lineno">  216</span>&#160;  <a class="code" href="platform_8h.html#adde4c9ea91b753491851361a4198c009">static_assert</a>(</div><div class="line"><a name="l00217"></a><span class="lineno">  217</span>&#160;    FragmentC::kElements == 2 * MmaIterations::kCount * Policy::Operator::FragmentC::kElements,</div><div class="line"><a name="l00218"></a><span class="lineno">  218</span>&#160;    <span class="stringliteral">&quot;Unexpected planar complex fragment length.&quot;</span>);</div><div class="line"><a name="l00219"></a><span class="lineno">  219</span>&#160;</div><div class="line"><a name="l00220"></a><span class="lineno">  220</span>&#160;<span class="keyword">private</span>:</div><div class="line"><a name="l00221"></a><span class="lineno">  221</span>&#160;</div><div class="line"><a name="l00222"></a><span class="lineno">  222</span>&#160;  <span class="comment">//</span></div><div class="line"><a name="l00223"></a><span class="lineno">  223</span>&#160;  <span class="comment">// Data members</span></div><div class="line"><a name="l00224"></a><span class="lineno">  224</span>&#160;  <span class="comment">//</span></div><div class="line"><a name="l00225"></a><span class="lineno">  225</span>&#160;</div><div class="line"><a name="l00227"></a><span class="lineno">  227</span>&#160;  <span class="keyword">typename</span> Policy::Operator mma;</div><div class="line"><a name="l00228"></a><span class="lineno">  228</span>&#160;</div><div class="line"><a name="l00229"></a><span class="lineno">  229</span>&#160;<span class="keyword">public</span>:</div><div class="line"><a name="l00230"></a><span class="lineno">  230</span>&#160;</div><div class="line"><a name="l00231"></a><span class="lineno">  231</span>&#160;  <span class="comment">//</span></div><div class="line"><a name="l00232"></a><span class="lineno">  232</span>&#160;  <span class="comment">// Methods</span></div><div class="line"><a name="l00233"></a><span class="lineno">  233</span>&#160;  <span class="comment">//</span></div><div class="line"><a name="l00234"></a><span class="lineno">  234</span>&#160;</div><div class="line"><a name="l00236"></a><span class="lineno">  236</span>&#160;  CUTLASS_DEVICE</div><div class="line"><a name="l00237"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a028ca8153d786b8d0855db3c9076bf2d">  237</a></span>&#160;  <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a028ca8153d786b8d0855db3c9076bf2d">MmaComplexTensorOp</a>() {}</div><div class="line"><a name="l00238"></a><span class="lineno">  238</span>&#160;</div><div class="line"><a name="l00240"></a><span class="lineno">  240</span>&#160;  CUTLASS_DEVICE</div><div class="line"><a name="l00241"></a><span class="lineno"><a class="line" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#ab44fc2721d13e50c3cc4396d6adbc03f">  241</a></span>&#160;  <span class="keywordtype">void</span> <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#ab44fc2721d13e50c3cc4396d6adbc03f">operator()</a>(</div><div class="line"><a name="l00242"></a><span class="lineno">  242</span>&#160;    <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a39f05934bf2f0201344b464449248f4c">FragmentC</a> &amp;D, </div><div class="line"><a name="l00243"></a><span class="lineno">  243</span>&#160;    <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a29b3db60b4c7fa4d269e76dc2a6c6732">FragmentA</a> <span class="keyword">const</span> &amp;A, </div><div class="line"><a name="l00244"></a><span class="lineno">  244</span>&#160;    <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a71e50c4aa4dad62ba4cea49c92d377c3">FragmentB</a> <span class="keyword">const</span> &amp;B, </div><div class="line"><a name="l00245"></a><span class="lineno">  245</span>&#160;    <a class="code" href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a39f05934bf2f0201344b464449248f4c">FragmentC</a> <span class="keyword">const</span> &amp;C)<span class="keyword"> const </span>{</div><div class="line"><a name="l00246"></a><span class="lineno">  246</span>&#160;</div><div class="line"><a name="l00247"></a><span class="lineno">  247</span>&#160;    <span class="comment">// Alias types for underlying real-valued matrix multiply operator</span></div><div class="line"><a name="l00248"></a><span class="lineno">  248</span>&#160;    <span class="keyword">using</span> MmaOperandA = <span class="keyword">typename</span> Policy::Operator::FragmentA;</div><div class="line"><a name="l00249"></a><span class="lineno">  249</span>&#160;    <span class="keyword">using</span> MmaOperandB = <span class="keyword">typename</span> Policy::Operator::FragmentB;</div><div class="line"><a name="l00250"></a><span class="lineno">  250</span>&#160;    <span class="keyword">using</span> MmaOperandC = <span class="keyword">typename</span> Policy::Operator::FragmentC;</div><div class="line"><a name="l00251"></a><span class="lineno">  251</span>&#160;</div><div class="line"><a name="l00252"></a><span class="lineno">  252</span>&#160;    <a class="code" href="platform_8h.html#adde4c9ea91b753491851361a4198c009">static_assert</a>(MmaOperandA::kElements == 1, </div><div class="line"><a name="l00253"></a><span class="lineno">  253</span>&#160;      <span class="stringliteral">&quot;This implementation only supports math instructions in which exactly one element is needed for the A operand.&quot;</span></div><div class="line"><a name="l00254"></a><span class="lineno">  254</span>&#160;      <span class="stringliteral">&quot;We can geneneralize later.&quot;</span>);</div><div class="line"><a name="l00255"></a><span class="lineno">  255</span>&#160;</div><div class="line"><a name="l00256"></a><span class="lineno">  256</span>&#160;    <a class="code" href="platform_8h.html#adde4c9ea91b753491851361a4198c009">static_assert</a>(MmaOperandB::kElements == 1, </div><div class="line"><a name="l00257"></a><span class="lineno">  257</span>&#160;      <span class="stringliteral">&quot;This implementation only supports math instructions in which exactly one element is needed for the A operand.&quot;</span></div><div class="line"><a name="l00258"></a><span class="lineno">  258</span>&#160;      <span class="stringliteral">&quot;We can geneneralize later.&quot;</span>);</div><div class="line"><a name="l00259"></a><span class="lineno">  259</span>&#160;</div><div class="line"><a name="l00260"></a><span class="lineno">  260</span>&#160;    D = C;</div><div class="line"><a name="l00261"></a><span class="lineno">  261</span>&#160;</div><div class="line"><a name="l00262"></a><span class="lineno">  262</span>&#160;    <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00263"></a><span class="lineno">  263</span>&#160;    <span class="keywordflow">for</span> (<span class="keywordtype">int</span> m = 0; m &lt; MmaIterations::kRow; ++m) {</div><div class="line"><a name="l00264"></a><span class="lineno">  264</span>&#160;</div><div class="line"><a name="l00265"></a><span class="lineno">  265</span>&#160;      <span class="comment">// mma(accum.real(), a.real(), b.real(), accum.real());</span></div><div class="line"><a name="l00266"></a><span class="lineno">  266</span>&#160;      <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00267"></a><span class="lineno">  267</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0; n &lt; MmaIterations::kColumn; ++n) {</div><div class="line"><a name="l00268"></a><span class="lineno">  268</span>&#160;</div><div class="line"><a name="l00269"></a><span class="lineno">  269</span>&#160;        <span class="comment">// Pack operands together. This may result in actual MOVs </span></div><div class="line"><a name="l00270"></a><span class="lineno">  270</span>&#160;        MmaOperandA operand_A;</div><div class="line"><a name="l00271"></a><span class="lineno">  271</span>&#160;        MmaOperandB operand_B;</div><div class="line"><a name="l00272"></a><span class="lineno">  272</span>&#160;</div><div class="line"><a name="l00273"></a><span class="lineno">  273</span>&#160;        operand_A[0] = A[m].real();</div><div class="line"><a name="l00274"></a><span class="lineno">  274</span>&#160;        operand_B[0] = B[n].real();</div><div class="line"><a name="l00275"></a><span class="lineno">  275</span>&#160;</div><div class="line"><a name="l00276"></a><span class="lineno">  276</span>&#160;        <span class="comment">// Real-valued accumulator part</span></div><div class="line"><a name="l00277"></a><span class="lineno">  277</span>&#160;        MmaOperandC *accum = <span class="keyword">reinterpret_cast&lt;</span>MmaOperandC *<span class="keyword">&gt;</span>(&amp;D) + </div><div class="line"><a name="l00278"></a><span class="lineno">  278</span>&#160;          (m + n * MmaIterations::kRow);</div><div class="line"><a name="l00279"></a><span class="lineno">  279</span>&#160;</div><div class="line"><a name="l00280"></a><span class="lineno">  280</span>&#160;          mma(*accum, operand_A, operand_B, *accum);</div><div class="line"><a name="l00281"></a><span class="lineno">  281</span>&#160;      }</div><div class="line"><a name="l00282"></a><span class="lineno">  282</span>&#160;</div><div class="line"><a name="l00283"></a><span class="lineno">  283</span>&#160;      <span class="comment">// mma(accum.imag(), a.real(), b.imag(), accum.imag()); </span></div><div class="line"><a name="l00284"></a><span class="lineno">  284</span>&#160;      <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00285"></a><span class="lineno">  285</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = MmaIterations::kColumn - 1; n &gt;= 0; --n) {</div><div class="line"><a name="l00286"></a><span class="lineno">  286</span>&#160;</div><div class="line"><a name="l00287"></a><span class="lineno">  287</span>&#160;        <span class="comment">// Pack operands together. This may result in actual MOVs </span></div><div class="line"><a name="l00288"></a><span class="lineno">  288</span>&#160;        MmaOperandA operand_A;</div><div class="line"><a name="l00289"></a><span class="lineno">  289</span>&#160;        MmaOperandB operand_B;</div><div class="line"><a name="l00290"></a><span class="lineno">  290</span>&#160;</div><div class="line"><a name="l00291"></a><span class="lineno">  291</span>&#160;        operand_A[0] = A[m].real();</div><div class="line"><a name="l00292"></a><span class="lineno">  292</span>&#160;        operand_B[0] = (kTransformB == <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea8be1522542c86e700b5e787b1aabc70b">ComplexTransform::kConjugate</a> ? -B[n].imag() : B[n].imag());</div><div class="line"><a name="l00293"></a><span class="lineno">  293</span>&#160;</div><div class="line"><a name="l00294"></a><span class="lineno">  294</span>&#160;        <span class="comment">// Complex-valued accumulator part</span></div><div class="line"><a name="l00295"></a><span class="lineno">  295</span>&#160;        MmaOperandC *accum = <span class="keyword">reinterpret_cast&lt;</span>MmaOperandC *<span class="keyword">&gt;</span>(&amp;D) + </div><div class="line"><a name="l00296"></a><span class="lineno">  296</span>&#160;          (m + n * MmaIterations::kRow) + MmaIterations::kCount;</div><div class="line"><a name="l00297"></a><span class="lineno">  297</span>&#160;</div><div class="line"><a name="l00298"></a><span class="lineno">  298</span>&#160;        mma(*accum, operand_A, operand_B, *accum);</div><div class="line"><a name="l00299"></a><span class="lineno">  299</span>&#160;      }</div><div class="line"><a name="l00300"></a><span class="lineno">  300</span>&#160;</div><div class="line"><a name="l00301"></a><span class="lineno">  301</span>&#160;      <span class="comment">// mma(accum.real(), -a.imag(), b.imag(), accum.real())</span></div><div class="line"><a name="l00302"></a><span class="lineno">  302</span>&#160;      <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00303"></a><span class="lineno">  303</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = 0; n &lt; MmaIterations::kColumn; ++n) {</div><div class="line"><a name="l00304"></a><span class="lineno">  304</span>&#160;</div><div class="line"><a name="l00305"></a><span class="lineno">  305</span>&#160;        <span class="comment">// Pack operands together. This may result in actual MOVs </span></div><div class="line"><a name="l00306"></a><span class="lineno">  306</span>&#160;        MmaOperandA operand_A;</div><div class="line"><a name="l00307"></a><span class="lineno">  307</span>&#160;        MmaOperandB operand_B;</div><div class="line"><a name="l00308"></a><span class="lineno">  308</span>&#160;</div><div class="line"><a name="l00309"></a><span class="lineno">  309</span>&#160;        <span class="comment">// A imaginary part is intentionally negated</span></div><div class="line"><a name="l00310"></a><span class="lineno">  310</span>&#160;        operand_A[0] = (kTransformA == <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea8be1522542c86e700b5e787b1aabc70b">ComplexTransform::kConjugate</a> ? A[m].imag() : -A[m].imag());</div><div class="line"><a name="l00311"></a><span class="lineno">  311</span>&#160;        operand_B[0] = (kTransformB == <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea8be1522542c86e700b5e787b1aabc70b">ComplexTransform::kConjugate</a> ? -B[n].imag() : B[n].imag());</div><div class="line"><a name="l00312"></a><span class="lineno">  312</span>&#160;</div><div class="line"><a name="l00313"></a><span class="lineno">  313</span>&#160;        <span class="comment">// Complex-valued accumulator part</span></div><div class="line"><a name="l00314"></a><span class="lineno">  314</span>&#160;        MmaOperandC *accum = <span class="keyword">reinterpret_cast&lt;</span>MmaOperandC *<span class="keyword">&gt;</span>(&amp;D) + </div><div class="line"><a name="l00315"></a><span class="lineno">  315</span>&#160;          (m + n * MmaIterations::kRow);</div><div class="line"><a name="l00316"></a><span class="lineno">  316</span>&#160;</div><div class="line"><a name="l00317"></a><span class="lineno">  317</span>&#160;        mma(*accum, operand_A, operand_B, *accum);</div><div class="line"><a name="l00318"></a><span class="lineno">  318</span>&#160;      }</div><div class="line"><a name="l00319"></a><span class="lineno">  319</span>&#160;</div><div class="line"><a name="l00320"></a><span class="lineno">  320</span>&#160;      <span class="comment">// mma(accum.imag(), a.imag(), b.real(), accum.imag())</span></div><div class="line"><a name="l00321"></a><span class="lineno">  321</span>&#160;      <a class="code" href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="line"><a name="l00322"></a><span class="lineno">  322</span>&#160;      <span class="keywordflow">for</span> (<span class="keywordtype">int</span> n = MmaIterations::kColumn - 1; n &gt;= 0; --n) {</div><div class="line"><a name="l00323"></a><span class="lineno">  323</span>&#160;</div><div class="line"><a name="l00324"></a><span class="lineno">  324</span>&#160;        <span class="comment">// Pack operands together. This may result in actual MOVs </span></div><div class="line"><a name="l00325"></a><span class="lineno">  325</span>&#160;        MmaOperandA operand_A;</div><div class="line"><a name="l00326"></a><span class="lineno">  326</span>&#160;        MmaOperandB operand_B;</div><div class="line"><a name="l00327"></a><span class="lineno">  327</span>&#160;</div><div class="line"><a name="l00328"></a><span class="lineno">  328</span>&#160;        operand_A[0] = (kTransformA == <a class="code" href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea8be1522542c86e700b5e787b1aabc70b">ComplexTransform::kConjugate</a> ? -A[m].imag() : A[m].imag());</div><div class="line"><a name="l00329"></a><span class="lineno">  329</span>&#160;        operand_B[0] = B[n].real();</div><div class="line"><a name="l00330"></a><span class="lineno">  330</span>&#160;</div><div class="line"><a name="l00331"></a><span class="lineno">  331</span>&#160;        <span class="comment">// Real-valued accumulator part</span></div><div class="line"><a name="l00332"></a><span class="lineno">  332</span>&#160;        MmaOperandC *accum = <span class="keyword">reinterpret_cast&lt;</span>MmaOperandC *<span class="keyword">&gt;</span>(&amp;D) + </div><div class="line"><a name="l00333"></a><span class="lineno">  333</span>&#160;          (m + n * MmaIterations::kRow) + MmaIterations::kCount;</div><div class="line"><a name="l00334"></a><span class="lineno">  334</span>&#160;</div><div class="line"><a name="l00335"></a><span class="lineno">  335</span>&#160;        mma(*accum, operand_A, operand_B, *accum);</div><div class="line"><a name="l00336"></a><span class="lineno">  336</span>&#160;      }</div><div class="line"><a name="l00337"></a><span class="lineno">  337</span>&#160;    }</div><div class="line"><a name="l00338"></a><span class="lineno">  338</span>&#160;  }</div><div class="line"><a name="l00339"></a><span class="lineno">  339</span>&#160;};</div><div class="line"><a name="l00340"></a><span class="lineno">  340</span>&#160;</div><div class="line"><a name="l00342"></a><span class="lineno">  342</span>&#160;</div><div class="line"><a name="l00343"></a><span class="lineno">  343</span>&#160;<span class="comment">// TODO - partial specializations of real*complex and complex*real</span></div><div class="line"><a name="l00344"></a><span class="lineno">  344</span>&#160;</div><div class="line"><a name="l00346"></a><span class="lineno">  346</span>&#160;</div><div class="line"><a name="l00347"></a><span class="lineno">  347</span>&#160;} <span class="comment">// namespace warp</span></div><div class="line"><a name="l00348"></a><span class="lineno">  348</span>&#160;} <span class="comment">// namespace gemm</span></div><div class="line"><a name="l00349"></a><span class="lineno">  349</span>&#160;} <span class="comment">// namespace cutlass</span></div><div class="line"><a name="l00350"></a><span class="lineno">  350</span>&#160;</div><div class="ttc" id="structcutlass_1_1MatrixShape_html"><div class="ttname"><a href="structcutlass_1_1MatrixShape.html">cutlass::MatrixShape</a></div><div class="ttdoc">Describes the size of a matrix tile. </div><div class="ttdef"><b>Definition:</b> matrix_shape.h:42</div></div>
<div class="ttc" id="namespacecutlass_html"><div class="ttname"><a href="namespacecutlass.html">cutlass</a></div><div class="ttdef"><b>Definition:</b> aligned_buffer.h:35</div></div>
<div class="ttc" id="namespacecutlass_html_a59f08b1b99c4d52257b962d35ba55cde"><div class="ttname"><a href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cde">cutlass::ComplexTransform</a></div><div class="ttdeci">ComplexTransform</div><div class="ttdoc">Enumeraed type describing a transformation on a complex value. </div><div class="ttdef"><b>Definition:</b> complex.h:43</div></div>
<div class="ttc" id="complex_8h_html"><div class="ttname"><a href="complex_8h.html">complex.h</a></div></div>
<div class="ttc" id="memory__sm75_8h_html"><div class="ttname"><a href="memory__sm75_8h.html">memory_sm75.h</a></div><div class="ttdoc">Architecture-specific operators on memory added for SM75. </div></div>
<div class="ttc" id="mma__tensor__op__tile__iterator_8h_html"><div class="ttname"><a href="mma__tensor__op__tile__iterator_8h.html">mma_tensor_op_tile_iterator.h</a></div><div class="ttdoc">Defines iterators used by warp-level matrix multiply operations targeting Tensor Cores. </div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a29b3db60b4c7fa4d269e76dc2a6c6732"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a29b3db60b4c7fa4d269e76dc2a6c6732">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::FragmentA</a></div><div class="ttdeci">typename IteratorA::Fragment FragmentA</div><div class="ttdoc">Storage for A tile. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:173</div></div>
<div class="ttc" id="include_2cutlass_2gemm_2gemm_8h_html"><div class="ttname"><a href="include_2cutlass_2gemm_2gemm_8h.html">gemm.h</a></div><div class="ttdoc">Defines common types used for all GEMM-like operators. </div></div>
<div class="ttc" id="namespacecutlass_html_a59f08b1b99c4d52257b962d35ba55cdea35c3ace1970663a16e5c65baa5941b13"><div class="ttname"><a href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea35c3ace1970663a16e5c65baa5941b13">cutlass::ComplexTransform::kNone</a></div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a7f2b34a8389659ce02fbeeae5a4fc8c3"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a7f2b34a8389659ce02fbeeae5a4fc8c3">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::LayoutB</a></div><div class="ttdeci">LayoutB_ LayoutB</div><div class="ttdoc">Layout of multiplicand B. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:135</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a71e50c4aa4dad62ba4cea49c92d377c3"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a71e50c4aa4dad62ba4cea49c92d377c3">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::FragmentB</a></div><div class="ttdeci">typename IteratorB::Fragment FragmentB</div><div class="ttdoc">Storage for B tile. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:188</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_html"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp.html">cutlass::gemm::warp::MmaComplexTensorOp</a></div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:80</div></div>
<div class="ttc" id="array_8h_html"><div class="ttname"><a href="array_8h.html">array.h</a></div><div class="ttdoc">Statically sized array of elements that accommodates all CUTLASS-supported numeric types and is safe ...</div></div>
<div class="ttc" id="cutlass_8h_html_a4b1c9f25ab6eaa25e1f2258dd63e6ce4"><div class="ttname"><a href="cutlass_8h.html#a4b1c9f25ab6eaa25e1f2258dd63e6ce4">CUTLASS_PRAGMA_UNROLL</a></div><div class="ttdeci">#define CUTLASS_PRAGMA_UNROLL</div><div class="ttdef"><b>Definition:</b> cutlass.h:110</div></div>
<div class="ttc" id="gemm_2warp_2mma_8h_html"><div class="ttname"><a href="gemm_2warp_2mma_8h.html">mma.h</a></div><div class="ttdoc">Templates exposing architecture support for warp-level multiply-add operations. </div></div>
<div class="ttc" id="namespacecutlass_1_1gemm_html_a34338284023da7403c9ecbd3f406b2a6a30f767aa191cd5d261e767fd78393607"><div class="ttname"><a href="namespacecutlass_1_1gemm.html#a34338284023da7403c9ecbd3f406b2a6a30f767aa191cd5d261e767fd78393607">cutlass::gemm::Operand::kA</a></div></div>
<div class="ttc" id="matrix__shape_8h_html"><div class="ttname"><a href="matrix__shape_8h.html">matrix_shape.h</a></div><div class="ttdoc">Defines a Shape template for matrix tiles. </div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpAccumulatorTileIterator_html"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpAccumulatorTileIterator.html">cutlass::gemm::warp::MmaTensorOpAccumulatorTileIterator</a></div><div class="ttdef"><b>Definition:</b> mma_tensor_op_tile_iterator.h:1794</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a39f05934bf2f0201344b464449248f4c"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a39f05934bf2f0201344b464449248f4c">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::FragmentC</a></div><div class="ttdeci">typename IteratorC::Fragment FragmentC</div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:214</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a6833eff684c45670ba3e330dbcd7bc20"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a6833eff684c45670ba3e330dbcd7bc20">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::Shape</a></div><div class="ttdeci">Shape_ Shape</div><div class="ttdoc">Shape of warp-level matrix operation (concept: GemmShape) </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:123</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a028ca8153d786b8d0855db3c9076bf2d"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a028ca8153d786b8d0855db3c9076bf2d">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::MmaComplexTensorOp</a></div><div class="ttdeci">CUTLASS_DEVICE MmaComplexTensorOp()</div><div class="ttdoc">Ctor. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:237</div></div>
<div class="ttc" id="numeric__types_8h_html"><div class="ttname"><a href="numeric__types_8h.html">numeric_types.h</a></div><div class="ttdoc">Top-level include for all CUTLASS numeric types. </div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpMultiplicandTileIterator_html"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaTensorOpMultiplicandTileIterator.html">cutlass::gemm::warp::MmaTensorOpMultiplicandTileIterator</a></div><div class="ttdef"><b>Definition:</b> mma_tensor_op_tile_iterator.h:75</div></div>
<div class="ttc" id="platform_8h_html_adde4c9ea91b753491851361a4198c009"><div class="ttname"><a href="platform_8h.html#adde4c9ea91b753491851361a4198c009">static_assert</a></div><div class="ttdeci">#define static_assert(__e, __m)</div><div class="ttdef"><b>Definition:</b> platform.h:153</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_a132f2dc938c51cfc8aaec2c0fefd7be1"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#a132f2dc938c51cfc8aaec2c0fefd7be1">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::OperatorClass</a></div><div class="ttdeci">arch::OpClassTensorOp OperatorClass</div><div class="ttdoc">Indicates class of matrix operator. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:153</div></div>
<div class="ttc" id="classcutlass_1_1complex_html"><div class="ttname"><a href="classcutlass_1_1complex.html">cutlass::complex</a></div><div class="ttdef"><b>Definition:</b> complex.h:92</div></div>
<div class="ttc" id="namespacecutlass_html_a59f08b1b99c4d52257b962d35ba55cdea8be1522542c86e700b5e787b1aabc70b"><div class="ttname"><a href="namespacecutlass.html#a59f08b1b99c4d52257b962d35ba55cdea8be1522542c86e700b5e787b1aabc70b">cutlass::ComplexTransform::kConjugate</a></div></div>
<div class="ttc" id="mma__sm75_8h_html"><div class="ttname"><a href="mma__sm75_8h.html">mma_sm75.h</a></div><div class="ttdoc">Matrix multiply for SM75. </div></div>
<div class="ttc" id="namespacecutlass_1_1gemm_html_a34338284023da7403c9ecbd3f406b2a6a3e56c011b37f0bc78fb9eb175c1181c6"><div class="ttname"><a href="namespacecutlass_1_1gemm.html#a34338284023da7403c9ecbd3f406b2a6a3e56c011b37f0bc78fb9eb175c1181c6">cutlass::gemm::Operand::kB</a></div><div class="ttdoc">A multiplicand. </div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_ad3452123ebc1b384b4eef4b6823a10d8"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#ad3452123ebc1b384b4eef4b6823a10d8">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::Policy</a></div><div class="ttdeci">Policy_ Policy</div><div class="ttdoc">Shape of the warp in units of thread (concept: MmaLanePolicySimt) </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:144</div></div>
<div class="ttc" id="mma__tensor__op_8h_html"><div class="ttname"><a href="mma__tensor__op_8h.html">mma_tensor_op.h</a></div><div class="ttdoc">Templates implementing warp-level matrix multiply-accumulate operations targeting Tensor Cores...</div></div>
<div class="ttc" id="cutlass_8h_html"><div class="ttname"><a href="cutlass_8h.html">cutlass.h</a></div><div class="ttdoc">Basic include for CUTLASS. </div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_ab44fc2721d13e50c3cc4396d6adbc03f"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#ab44fc2721d13e50c3cc4396d6adbc03f">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::operator()</a></div><div class="ttdeci">CUTLASS_DEVICE void operator()(FragmentC &amp;D, FragmentA const &amp;A, FragmentB const &amp;B, FragmentC const &amp;C) const </div><div class="ttdoc">Performs a warp-level matrix multiply-accumulate operation. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:241</div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_acf4d11de96716652758b60ba06d641cc"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#acf4d11de96716652758b60ba06d641cc">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::LayoutC</a></div><div class="ttdeci">LayoutC_ LayoutC</div><div class="ttdoc">Layout of accumulator matrix C. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:141</div></div>
<div class="ttc" id="mma__tensor__op__policy_8h_html"><div class="ttname"><a href="mma__tensor__op__policy_8h.html">mma_tensor_op_policy.h</a></div><div class="ttdoc">Policy describing implementation details of warp-level GEMM targeting Tensor Cores. </div></div>
<div class="ttc" id="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216_html_af47012d8fd28d82558d2ea39c1bba8f2"><div class="ttname"><a href="classcutlass_1_1gemm_1_1warp_1_1MmaComplexTensorOp_3_01Shape___00_01complex_3_01RealElementA_01_146441010dad1f40eb51b6dae3ded216.html#af47012d8fd28d82558d2ea39c1bba8f2">cutlass::gemm::warp::MmaComplexTensorOp&lt; Shape_, complex&lt; RealElementA &gt;, LayoutA_, complex&lt; RealElementB &gt;, LayoutB_, complex&lt; RealElementC &gt;, LayoutC_, Policy_, TransformA, TransformB, Enable &gt;::LayoutA</a></div><div class="ttdeci">LayoutA_ LayoutA</div><div class="ttdoc">Layout of multiplicand A. </div><div class="ttdef"><b>Definition:</b> mma_complex_tensor_op.h:129</div></div>
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